Topic Queue
File
- Demo and Writeup for the AI of a Tactical Top Down Shooter
- Final Fantasy VII - Game AI Writeup
- Predictive Aiming
Paper Queue
- 1 provides a theoretical and empirical analysis of the use of Centralized Critics in CTDE.
- 2 introduces a new mutual information framework for MARL. This leads to the development of an algorithm called Variational Maximum Mutual Information, Multi-Agent Actor Critic which allows agents to coordinate simultaneous actions without latency.
- Branching Reinforcement Learning by Du, and Chen (Jun 15, 2022)
- Vinyals et al. (2019) Grandmaster level in StarCraft II using multi-agent reinforcement learning
- Linked in Self Play
- Wu et al. (2017) Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation
- Linked in Trust Region Policies
- Ecoclimates — Climate-Response Modeling of Vegetation by Palubicki et al. (2022)
- Ma et al. (2024) Foundation Methods for Music — A survey
Front Logs
- Exploring Physical Geography by Reynolds - start at Weather Systems
Backlogs
-
Note, some entries in Trivia are also interesting.
-
Fuzzy Computation and Fuzzy Logic
-
- ODEs
- PDEs
-
Rigid Body Simulation - Nonpenetration constraints
-
Japanese Mythology
-
Algebraic Graph Theory
-
Graph Neural Network - GNNs
-
Combinatorial Optimization
-
Ballistics
-
Graph Theoretic Approaches for Swarms - Resume Ch. 4
-
Code Complete by McConnell - Resume Ch. 10
-
Philosophy - read through A New History of Western Philosophy By Anthony Kenny
-
Factory Physics - Workforce Planning.
-
Virtues and their Vices by Kevin and Craig -Cardinal Virtues, Intellectual Virtues, Theological Virtues
-
Linear and Nonlinear Programming by Luenberger and Ye - Resume Ch. 5
-
Drawing on the Right Side of the Brain by Edwards - Resume Ch. 8
-
Ordinary Differential Equations by Arnold - Ch. 6 (but restart all of Part 1) with better math background
-
Extreme Performance Artists. Prompted by this
-
General Method of Moments / Simulated Method of Moments
-
Chess Openings
-
Neuro Evolution of Augmented Topologies and similar algorithms
-
Compositional Pattern Producing Methods
-
Lanczos Algorithm (cited in Lanczos Networks)
-
Algorithmic Information Theory
-
Some interesting things to explore further - PSLQ, Sinkhorn Limits, Kruithoff Limits
Footnotes
-
Lyu et al. (2023) On Centralized Critics in Multi-Agent Reinforcement Learning ↩
-
Kim, Jung, Cho, Sung (2020) A Maximum Mutual Information Framework for Multi-Agent Reinforcement Learning ↩